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Свой ИИ без облаков: практический гайд по llama.cpp + Qwen

В этой статье я расскажу, как установить нейросеть на своё оборудование. Так вы сможете изучить LLM и применить их на практике. При этом ваши данные не будут передаваться в чужие облака, что критично при работе с конфиденциальными данными. И вам не придётся платить за использование какого-либо внешнего сервиса или решать вопросы с заблокированным доступом.

Следуя этой статье, вы установите инструмент для запуска больших языковых моделей llama.cpp и модель нейросети Qwen на компьютер или сервер. Я расскажу об установке в тех случаях, когда в составе оборудования есть Nvidia GPU или интегрированная графика Intel Iris Xe Graphics (актуально для ноутбуков).

После установки llama.cpp вы сможете взаимодействовать с нейросетью, передавая ей промпты через консоль и получая от неё ответы. Это напоминает взаимодействие с нейросетями через браузер, хотя при таком способе общения нейросеть не будет запоминать диалог. Тем не менее при установке llama.cpp в режиме сервера и при использовании дополнительных инструментов такое можно реализовать.

В конце статьи я расскажу, как использовать локальную нейросеть для автоматического исправления орфографии в текстовых файлах. Я приведу ссылки на исходные коды программы, работающей в контейнере Docker и способной исправлять орфографию, синтаксис и пунктуацию. Эта программа обменивается данными с сервером llama.cpp через API. Модель Qwen при этом установлена на этот сервер локально. На примере этой программы вы сможете создавать собственные аналогичные программы и сервисы.

Краткое введение в Qwen

Скорее всего, вы уже оценили возможности таких сервисов, как DeepSeek и ChatGPT. Они доступны через сайты и API, причём полный набор возможностей — платный. Однако что делать, если вам требуется запустить большую языковую модель (LLM) локально, возможно, в изолированном контуре, где нет выхода в интернет?

Здесь можно использовать модели Qwen, созданные Alibaba Cloud (облачным подразделением Alibaba Group). Главная особенность этих моделей — доступность для локального развертывания. В отличие от многих «закрытых» аналогов, Qwen позволяет установить и запускать нейросеть на собственном железе, можно тонко настраивать и встраивать в корпоративную инфраструктуру без риска утечки данных.

В этой статье я использовал модель Qwen2.5-14B-Instruct-Q6_K.gguf. Эта модель в формате GGUF с квантованием Q6_K и размером примерно 12 ГБайт. У неё 14,7 млрд параметров, и она поддерживает контекст до 128K токенов. При этом она может генерировать до 8К токенов.

Модель Qwen2.5-14B-Instruct-Q6_K.gguf поддерживает почти три десятка языков, среди которых есть русский.

Подробные параметры этой модели приведены здесь.

Краткое введение в llama.cpp и Ollama

Движок llama.cpp — популярный инструмент для локального запуска больших языковых моделей. У него открытый исходный код, написанный на языке C/C++ и предназначенный для низкоуровневой реализации инференса моделей LLM.

Он способен работать на GPU различных типов и даже исключительно на CPU. Этот инструмент поддерживает формат хранения GGUF, содержащий квантованные веса для сжатия модели с целью их запуска на недорогом оборудовании. Движок не требует CUDA для работы и может запускаться исключительно на CPU, но также поддерживает ускорение на GPU NVIDIA через CUDA, AMD через HIP, Intel через SYCL и другие бэкенды.

Запустив llama.cpp на сервере, вы можете обращаться к нейросети через API.

Для работы с llama.cpp и другими нейросетями можно использовать Ollama — платформу для инференса и скрывающую сложность реализации интерфейсов. Ollama работает локально, сама загружает модели из официального реестра моделей Ollama, определяет, где хранить файлы, а для настройки используются простые файлы описания моделей Modelfile.

Ollama запускает локальный OpenAI-совместимый API, через который можно обращаться к моделям.

В этой статье я рассказываю о том, как установить и использовать llama.cpp. Ollama использует llama.cpp в качестве основного движка инференса для GGUF-моделей. Благодаря локальному запуску моделей Ollama идеально подходит для оффлайн-агентов, где важны приватность данных. К тому же, запуск на своём оборудовании предполагает отсутствие затрат на облако и максимальный контроль над окружением.

Движок llama.cpp даёт максимальную гибкость настройки и лучшую производительность. Как вы увидите, установка и настройка llama.cpp в ОС Microsoft Windows несложна. Также вполне доступна установка и в среде Linux, однако тут не помешает наличие опыта системного администрирования.

Таким образом, Ollama стоит использовать, когда нужен простой и быстрый запуск локальных LLM без глубокого погружения в настройки.

Чистый llama.cpp предпочтителен, когда важны максимальная производительность, минимальные накладные расходы, тонкая настройка параметров инференса, нестандартные сценарии развёртывания, интеграция на низком уровне или работа в ограниченных средах (например, собственные серверы, встроенные системы, офлайн-инсталляции без дополнительных сервисов).

Я выбрал для статьи llama.cpp, учитывая что в моей ситуации важны преимущества прямой работы с этим движком. Особенно это касается выполнения инференса в корпоративной среде, когда требуется высокая производительность и точная настройка параметров инференса. Здесь нет требований к простоте и быстром запуске LLM.

Подробнее о llama.cpp вы можете прочитать в статье «Что такое llama.cpp и зачем он нужен: руководство по локальному запуску LLM». Про установку и использование Ollama читайте здесь: «Платформа Ollama: что это и как с ней работать».

Установка llama.cpp в ОС MS Windows 11

Проще всего установить llama.cpp на компьютер с 64-разрядной операционной системой Microsoft Windows 11. Я выполнил установку на десктоп с процессором AMD, а также на ноутбук Samsung.

В десктопе имеется 16 ГБайт оперативной памяти и видеокарта NVIDIA GeForce GTX 1650 с VRAM объёмом 4 ГБайт. Ноутбук оборудован 16 ГБайт памяти, а также интегрированной графикой Intel Iris Xe Graphics. При этом используется общая оперативная память системы и нет выделенной памяти VRAM. Тем не менее при объёме оперативной памяти 16 Гбайт можно использовать примерно 8 Гбайт для загрузки модели.

Если у вас нет видеокарт с GPU, можно установить llama.cpp таким образом, чтобы использовался только процессор компьютера CPU.

Для установки нужно перейти на страницу загрузки и выбрать нужную сборку llama.cpp.

Для десктопа с NVIDIA GeForce GTX 1650 я скачал сборку llama-b8496-bin-win-cuda-12.4-x64.zip и DLL-библиотеки к ней cudart-llama-bin-win-cuda-12.4-x64.zip, сохранив распакованные файлы в каталоге c:\llama.cpp.

Для ноутбука с видеокартой Intel Iris Xe я взял архив Windows x64 Vulkan (рис. 1).

Рис. 1. Выбор нужного дистрибутива llama.cpp

Создайте каталог c:\llama.cpp, распакуйте в него содержимое загруженного архива, а затем запустите команду проверки версии llama.cpp:

cd C:\llama.cpp
llama-cli.exe --version

Если всё установлено правильно, на консоли появится информация о найденной видеокарте и версии. Для десктопа вы увидите:

ggml_cuda_init: found 1 CUDA devices (Total VRAM: 4095 MiB):
  Device 0: NVIDIA GeForce GTX 1650, compute capability 7.5, VMM: yes, VRAM: 4095 MiB
The following devices will have suboptimal performance due to a lack of tensor cores:
  Device 0: NVIDIA GeForce GTX 1650
Consider compiling with CMAKE_CUDA_ARCHITECTURES=61-virtual;80-virtual and DGGML_CUDA_FORCE_MMQ to force the use of the Pascal code for Turing.
load_backend: loaded CUDA backend from C:\llama.cpp\ggml-cuda.dll
load_backend: loaded RPC backend from C:\llama.cpp\ggml-rpc.dll
load_backend: loaded CPU backend from C:\llama.cpp\ggml-cpu-haswell.dll
version: 8496 (312d870a8)
built with Clang 19.1.5 for Windows x86_64

Для ноутбука была получена такая информация:

load_backend: loaded RPC backend from c:\llama.cpp\ggml-rpc.dll                                         
ggml_vulkan: Found 1 Vulkan devices:                                                                    
ggml_vulkan: 0 = Intel(R) Iris(R) Xe Graphics (Intel Corporation) | uma: 1 | fp16: 1 | bf16: 0 | warp si
ze: 32 | shared memory: 32768 | int dot: 1 | matrix cores: none                                         
load_backend: loaded Vulkan backend from c:\llama.cpp\ggml-vulkan.dll                                   
load_backend: loaded CPU backend from c:\llama.cpp\ggml-cpu-alderlake.dll                               
version: 8547 (6861f6509)                                                                               
built with Clang 19.1.5 for Windows x86_64

В первом случае была обнаружена видеокарта NVIDIA GeForce GTX 1650 и загружен CUDA backend, а во втором — Intel(R) Iris(R) Xe Graphics и Vulkan backend.

Выбор и загрузка подходящих моделей

Для llama.cpp нужно скачать модель в формате GGUF. Это специальный формат с поддержкой квантизации, позволяющей уменьшить размер модели и снизить требования к памяти.

Чтобы скачать нужную вам модель, зайдите на эту страницу (рис. 2).

Рис. 2. Страница выбора моделей

Здесь вы увидите множество моделей, доступных для скачивания. Но как выбрать нужную?

Особенности формата закодированы в суффиксах имени файла.

Цифра перед B указывает количество миллиардов весов в модели. Например, для 14B это 14 миллиардов весов.

Буква Q обозначает квантование, а цифра после неё — основной уровень точности (количество бит на вес). Чем выше цифра, тем точнее модель, но и больше её размер и требования к памяти.

Суффикс K означает использование группового квантования, которое позволяет добиться большей точности. Если вместо K указан 0, то применяется более простое и быстрое, значительно менее точное квантование по всему множеству значений.

Суффиксы S, M и L обозначают разные варианты «смеси» уровней квантования (mixed precision) по разным типам тензоров:

S (Small) — более агрессивное сжатие, меньший размер файла и выше скорость, но ниже качество;
M (Medium) — оптимальный баланс между размером, скоростью и качеством (подходит в большинстве применений);
L (Large) — максимальная точность среди квантов данного уровня, но больший размер и чуть более низкая скорость

Я выбрал модель Qwen2.5-14B-Instruct-Q4_K_M.gguf, обеспечивающую хорошее качество при умеренных требованиях к памяти.

Загруженный файл модели необходимо сохранить в каталоге C:\llama.cpp\models.

Подробнее о суффиксах читайте в статье «Разбираемся с суффиксами квантования LLM: что на самом деле значат Q4_K_M, Q6_K и Q8_0». Формат GGUF описан в статье «Формат GGUF: структура, использование и виды квантования».

Запуск нейросети в режиме командного приглашения

Теперь займёмся самым интересным — запуском нейросети в режиме командного приглашения, когда вы можете задавать ей вопросы и получать ответы.

Перейдите в каталог c:\llama.cpp и введите такую команду:

cd c:\llama.cpp
llama-cli.exe -m models\Qwen2.5-14B-Instruct-Q4_K_M.gguf --n-gpu-layers 20 -c 8192 -n 2048 --color on -cnv -sys "Ты полезный помощник. Отвечай на русском языке."

После ввода этой команды начнется загрузка модели в память:

ggml_cuda_init: found 1 CUDA devices (Total VRAM: 4095 MiB):
  Device 0: NVIDIA GeForce GTX 1650, compute capability 7.5, VMM: yes, VRAM: 4095 MiB
The following devices will have suboptimal performance due to a lack of tensor cores:
  Device 0: NVIDIA GeForce GTX 1650
Consider compiling with CMAKE_CUDA_ARCHITECTURES=61-virtual;80-virtual and DGGML_CUDA_FORCE_MMQ to force the use of the Pascal code for Turing.
load_backend: loaded CUDA backend from c:\llama.cpp\ggml-cuda.dll
load_backend: loaded RPC backend from c:\llama.cpp\ggml-rpc.dll
load_backend: loaded CPU backend from c:\llama.cpp\ggml-cpu-haswell.dll

Loading model...

После ее завершения вы увидите на консоли заставку с информацией о найденной видеокарте, использованной модели, а также краткий список доступных команд:

▄▄ ▄▄
██ ██
██ ██  ▀▀█▄ ███▄███▄  ▀▀█▄    ▄████ ████▄ ████▄
██ ██ ▄█▀██ ██ ██ ██ ▄█▀██    ██    ██ ██ ██ ██
██ ██ ▀█▄██ ██ ██ ██ ▀█▄██ ██ ▀████ ████▀ ████▀
                                    ██    ██
                                    ▀▀    ▀▀

build      : b8496-312d870a8
model      : Qwen2.5-14B-Instruct-Q4_K_M.gguf
modalities : text
using custom system prompt

available commands:
  /exit or Ctrl+C     stop or exit
  /regen              regenerate the last response
  /clear              clear the chat history
  /read               add a text file
>

Теперь в командном приглашении «>» вы можете задавать нейросети вопросы, и получать от неё ответы.

На рис. 3 в диспетчере задач видно, как после запуска llama-cli.exe уменьшилась доступная память GPU.

Рис. 3. Модель загружена в память GPU

Для запуска на ноутбуке с Iris Xe может не хватить памяти для слоёв GPU в модели 14B. В этом случае можно уменьшить количество слоёв на GPU, указав такое значение параметра --n-gpu-layers:

--n-gpu-layers 10

Остальные слои уйдут на CPU.

Команда запуска будет выглядеть так:

llama-cli.exe -m models\Qwen2.5-14B-Instruct-Q4_K_M.gguf --n-gpu-layers 10 -c 8192 -n 2048 --color on -cnv -sys "Ты полезный помощник. Отвечай на русском языке."

load_backend: loaded RPC backend from c:\llama.cpp\ggml-rpc.dll
ggml_vulkan: Found 1 Vulkan devices:
ggml_vulkan: 0 = Intel(R) Iris(R) Xe Graphics (Intel Corporation) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 32 | shared memory: 32768 | int dot: 1 | matrix cores: none
load_backend: loaded Vulkan backend from c:\llama.cpp\ggml-vulkan.dll
load_backend: loaded CPU backend from c:\llama.cpp\ggml-cpu-alderlake.dll

Loading model...

На рис. 4 показано потребление памяти после загрузки модели на ноутбуке с видеокартой Intel Iris.

Рис. 4. Потребление памяти после загрузки модели на ноутбуке с видеокартой Intel Iris.

Обратите также внимание на вкладку Memory в менеджере задач (рис. 5).

Рис. 5. Потребление оперативной памяти при загрузке модели в ноутбуке

Видно, что значительная часть оперативной памяти занята данными модели.

Для запуска только на CPU укажите этот параметр таким образом:

--n-gpu-layers 0

Учтите, что при этом модель будет работать медленно.

Эксперименты с нейросетью

Локально установленная нейросеть может решать многие задачи, которые вы обычно поручаете таким сервисам как ChatGPT и DeepSeek. Конечно, локальное решение не сравнится с сервисами, работающими на дорогостоящем оборудовании. Однако локальное решение сможет бесплатно оказать вам существенную помощь, даже если в вашей сети нет подключения к интернету.

Сказки для детей

Если вам нужно рассказывать сказки детям, то можете поручить их сочинение своей нейросети. Попробуйте, например, ввести такой промпт:

> расскажи сказку про кота Бегемота

В ответ я получил такое сочинение про кота Бегемота (кот с двойным именем Маркиз-Бегемот действительно когда-то жил у меня):

Ответ нейросети

Сказка "Кот Бегемот" не является широко известной, возможно, вы имеете в виду "Кот в сапогах" или "Кот Бегемота" как персонаж из другой истории. Но я могу рассказать сказку о воображаемом коте по имени Бегемот.

Жил-был кот по имени Бегемот. Он был необычайно крупным и могучим котом с бархатной чёрной шерстью, зелеными глазами и могучим хвостом. Бегемот жил в огромной лесной избушке и был известен своей добротой и мудростью.

Однажды, в лес пришел маленький потерявшийся зайчик по имени Зубрик. Бегемот почувствовал его страх и встревоженность и решил помочь зайчику. Он рассказал Зубрику о лесе, о том, где найти пищу и безопасные места для ночлега. Он научил его как избегать хищников и как находить дорогу домой.

Зубрик был так благодарен Бегемоту, что начал рассказывать всем о доброте и мудрости кота. Вскоре о Бегемоте узнали все животные леса и все они начали обращаться к нему за советом. Бегемот всегда был рад помочь и дать совет.

И так продолжалось до тех пор, пока Бегемот не стал самым любимым и уважаемым животным леса. И все были счастливы и благодарны за его доброту и мудрость.

[ Prompt: 1.5 t/s | Generation: 3.0 t/s ]

Ваш компьютер теперь умеет сочинять сказки для детей.

Перевод текста на другой язык

А как насчёт использования нейросети в роли переводчика?

Промпты и ответы

> переведи на английский язык: Сказка "Кот Бегемот" не является широко известной, возможно, вы имеете в виду "Кот в сапогах" или "Кот Бегемота" как персонаж из другой истории. Но я могу рассказать сказку о воображаемом коте по имени Бегемот.

"The story 'The Begemot Cat' is not widely known. Perhaps you meant 'Puss in Boots' or 'Begemot' as a character from another story. However, I can tell you a fairy tale about an imaginary cat named Begemot."

[ Prompt: 25.9 t/s | Generation: 3.7 t/s ]

> Жил-был кот по имени Бегемот. Он был необычайно крупным и могучим котом с бархатной черной шерстью, зелеными глазами и могучим хвостом. Бегемот жил в огромной лесной избушке и был известен своей добротой и мудростью.

Once upon a time, there was a cat named Begemot. He was an unusually large and powerful cat with velvety black fur, green eyes, and a mighty tail. Begemot lived in a huge forest cottage and was known for his kindness and wisdom.

[ Prompt: 25.8 t/s | Generation: 3.7 t/s ]

> Однажды, в лес пришел маленький потерявшийся зайчик по имени Зубрик. Бегемот почувствовал его страх и встревоженность и решил помочь зайчику. Он рассказал Зубрику о лесе, о том, где найти пищу и безопасные места для ночлега. Он научил его как избегать хищников и как находить дорогу домой.

One day, a small lost rabbit named Zubrik came to the forest. Begemot sensed his fear and anxiety and decided to help the little rabbit. He told Zubrik about the forest, where to find food and safe places to stay for the night. He taught him how to avoid predators and how to find his way home.

[ Prompt: 27.6 t/s | Generation: 3.7 t/s ]

> Зубрик был так благодарен Бегемоту, что начал рассказывать всем о доброте и мудрости кота. Вскоре о Бегемоте узнали все животные леса и все они начали обращаться к нему за советом. Бегемот всегда был рад помочь и дать совет.

Zubrik was so grateful to Begemot that he began telling everyone about the cat's kindness and wisdom. Soon, all the animals in the forest heard about Begemot, and they all started seeking his advice. Begemot was always happy to help and offer advice.

[ Prompt: 27.4 t/s | Generation: 3.7 t/s ]

> И так продолжалось до тех пор, пока Бегемот не стал самым любимым и уважаемым животным леса. И все были счастливы и благодарны за его доброту и мудрость.

And so it continued until Begemot became the most beloved and respected animal in the forest. Everyone was happy and grateful for his kindness and wisdom.

[ Prompt: 23.5 t/s | Generation: 3.7 t/s ]

Попробуйте самостоятельно переводы на другие языки, а также переводы с разных языков на русский язык.

Генерация описаний к товарам

С помощью локальной нейросети вы сможете создавать описания товаров на основе их характеристик. Предположим, нам нужно создать описание к телевизору. Используем такой промпт:

Промпт

> Напиши описание товара для размещения в карточке товара интернет-магазина: 55" (139.7 см) Телевизор TCL 55C6K черный Экран: 55", 4K UltraHD, 3840x2160 QLED, Smart TV, Wi-Fi, BT: есть Частота обновления экрана: 144 Гц ОС: Google TV Тип подсветки LED: Mini LED Размер VESA: 300 x 300

Вот что получилось:

Ответ нейросети

Телевизор TCL 55C6K, 55 дюймов, черный

Экран: 55" (139.7 см), 4K UltraHD (3840x2160), QLED, Mini LED подсветка
Тип подключения: Smart TV с функциями Wi-Fi и Bluetooth
Частота обновления: 144 Гц
Операционная система: Google TV
Вес: компактный и элегантный дизайн с размерами крепления VESA 300x300

Телевизор TCL 55C6K – это сочетание утонченного дизайна и передовых технологий, которое обеспечит вам незабываемый просмотр любимых фильмов и телешоу. С высокой частотой обновления экрана в 144 Гц и подсветкой Mini LED, каждый кадр будет предельно четким и ярким, а уровень контрастности и углы обзора значительно улучшены.

Технология QLED обеспечивает широкий диапазон цветов, и при этом сохраняет яркость, что позволяет наслаждаться высококачественными изображениями даже при ярком освещении. Операционная система Google TV предоставляет беспрецедентное удобство использования и легкий доступ к любимым приложениям и сервисам.

С функциями Wi-Fi и Bluetooth вы можете легко подключить дополнительное оборудование, а также использовать беспроводные наушники для комфортного просмотра. Телевизор TCL 55C6K - отличное решение для вашего дома, которое позволит наслаждаться безупречным просмотром и впечатляющей детализацией изображения.

[ Prompt: 32.0 t/s | Generation: 4.0 t/s ]

Создавая описания подобным образом, контролируйте уникальность текста и другие параметры, важные для поискового продвижения. И да, теперь вы сможете сэкономить на копирайтере.

Настройка параметров запуска llama-cli

Выше я запускал llama.cpp такой командой:

Команда

llama-cli.exe -m models\Qwen2.5-14B-Instruct-Q4_K_M.gguf --n-gpu-layers 20 -c 8192 -n 2048 --color on -cnv -sys "Ты полезный помощник. Отвечай на русском языке."

У неё много параметров, которые определяют режимы работы нейросети. Рассмотрим самые важные.

Путь к файлу модели

Параметр -m указывает путь к файлу модели в формате GGUF.

Режим запуска

Параметр -cnv – включает режим чата, где поддерживается диалог с сохранением истории.

Параметр --color on включает цветное оформление вывода в терминале.

Системный промпт

С помощью параметра -sys можно задать системную инструкцию (системный промпт), определяющую стиль и язык ответов ассистента.

Размер контекста

Параметр -c задаёт размер контекста. Размер контекста или контекстное окно — это объем информации (в токенах), который нейросеть «держит в памяти» за один раз.

Сама по себе модель Qwen2.5-14B поддерживает до 128K токенов. Однако реально при использовании недорогих GPU придётся указывать меньшие значения. Если памяти VRAM меньше 32 Гбайт, используйте значения контекста, равные 4096, 8192, 16384 или 32768.

Подробнее о контексте, контекстном окне и токенах читайте в статье «Что такое контекстное окно в ИИ и как оно влияет на работу языковых моделей». Также в статье «A formula that predicts GGUF VRAM usage from GPU layers and context length» вы найдете обсуждение на эту тему и формулу для прогнозирования необходимого объема памяти VRAM.

Длина ответа

С помощью параметра -n можно задать длину ответа в токенах. Значение -1 убирает ограничение на длину ответа. В команде, приведенной выше, я задал длину ответа, равной 2048 токенам.

Параметры производительности

Параметр --n-gpu-layers определяет сколько слоёв нейросети загружается в GPU. Остальные слои обрабатываются на CPU. Если значение этого параметра равно 0, обработка выполняется полностью на CPU.

Значение этого параметра можно подобрать экспериментально. Начните со значения 5, и увеличивайте до тех пор, пока при запуске не возникнет ошибка ErrorOutOfDeviceMemory. После этого вернитесь к предыдущему значению, при котором запуск был успешен.

Чем больше значение --n-gpu-layers, тем больше скорость генерации ответа. Скорость увеличивается благодаря тому, что выполнение матричных операций на GPU в десятки раз быстрее, чем на CPU.

Идеальный вариант получится если модель целиком поместится в память VRAM.

При помощи параметра --threads можно задать количество ядер CPU, которые используются для обработки слоёв, не загруженных на GPU.

Учтите, что этот параметр задаёт именно количество ядер, а не количество потоков в многопоточных процессорах с технологией Hyper-Threading.

Параметр --batch-size (или -b) определяет количество токенов, обрабатываемых за один проход при первичной обработке входного промпта до начала генерации ответа. Чем больше значение, тем быстрее модель «переваривает» длинный контекст, однако тем больше памяти требуется единовременно. Значение по умолчанию — 2048. При нехватке VRAM имеет смысл снизить значение этого параметра до 512 или 256. Это уменьшит пиковое потребление памяти ценой чуть более медленной обработки промпта. На скорость генерации токенов этот параметр практически не влияет.

Параметр --ubatch-size (или -ub) определяет размер микробатча — количество частей, на которые делится батч при фактическом вычислении. Если --batch-size задаёт сколько токенов принимается за раз, то --ubatch-size определяет сколько из них обрабатывается одновременно на уровне железа.

Для этого параметра значение по умолчанию равно 512. Этот параметр напрямую влияет на пиковое потребление VRAM. Если возникает ошибка ErrorOutOfDeviceMemory, снижайте значение параметра до 256 или 128. При этом значение параметра --batch-size можно оставить большим. Значение --ubatch-size не должно превышать --batch-size.

Качество генерации

Параметр --temp задаёт температуру — степень случайности при выборе следующего токена во время генерации. Модель на каждом шаге вычисляет вероятности для всех возможных токенов, а температура масштабирует это распределение перед выбором.

Значение параметра --temp по умолчанию равно 0.8. При значении 0.0 модель всегда выбирает токен с максимальной вероятностью (детерминированный режим, одинаковый ответ на одинаковый вопрос). Это хорошо подходит для задач с однозначным ответом — кода, математики, фактических вопросов.

При значениях 0.7–1.0 генерация становится более разнообразной и естественной, что предпочтительно для творческих задач и диалога. Значения выше 1.0 делают вывод хаотичным и непредсказуемым — модель начинает «фантазировать» и терять связность текста.

Параметр --top-p ограничивает набор токенов-кандидатов при генерации, отбирая только те токены, суммарная вероятность которых не превышает заданного порога.

Например, при --top-p 0.9 модель рассматривает минимальный набор наиболее вероятных токенов, чья совокупная вероятность составляет 90%, и полностью игнорирует всё остальное. Значение по умолчанию равно 0.95.

Для предсказуемых задач рекомендуют снижать этот параметр вместе с параметром --temp, например, --temp 0.3 и --top-p 0.9. Для творческих эти параметры следует повышать, например, --temp 0.9 и --top-p 0.95.

Параметр --top-k ограничивает выбор следующего токена фиксированным количеством наиболее вероятных кандидатов, полностью отбрасывая все остальные варианты. Например, при --top-k 40 модель выбирает только из 40 токенов с наибольшей вероятностью. Значение по умолчанию равно 40. Значение 0 отключает фильтрацию.

Чем меньше значение параметра --top-k, тем консервативнее и предсказуемее текст, чем больше — тем разнообразнее.

Параметр --repeat-penalty снижает вероятность повторного появления токенов, которые уже встречались в сгенерированном тексте, штрафуя их при каждом последующем выборе. Значение по умолчанию равно 1.0, при этом штраф отключён.

Значения выше 1.0 уменьшают вероятность повторений. Например, значение 1.1 даёт мягкий штраф, 1.3 — ощутимый. Слишком высокие значения (1.5 и выше) могут навредить качеству: модель начинает избегать даже уместных повторений служебных слов и теряет связность.

Параметр --min-p задаёт минимальный порог вероятности токена относительно наиболее вероятного токена в текущем распределении.

Токены, чья вероятность ниже этого порога, отбрасываются. Например, при --min-p 0.05 отсекаются все токены с вероятностью менее 5% от вероятности лидирующего токена. Значение по умолчанию равно 0.05.

В отличие от --top-p, порог адаптируется динамически. Когда модель очень уверена в выборе, планка отсечения автоматически становится выше и отбрасывается больше кандидатов. Если же модель не уверена, то планка опускается и допускается больше вариантов.

При высоком значении --temp порог эффективно предотвращает появление совсем неуместных токенов, не ограничивая при этом творческое разнообразие.

Память и оптимизация

Параметр (флаг) --flash-attn (или -fa) включает Flash Attention, представляющий собой оптимизированный алгоритм вычисления механизма внимания. Этот алгоритм переписывает стандартные матричные операции так, чтобы минимизировать количество обращений к памяти GPU. Если этот параметр присутствует, он включен, а если нет, то отключен. По умолчанию параметр --flash-attn отключён.

Механизм внимания заметно снижает потребление VRAM при больших контекстах за счёт того, что не материализует полную матрицу внимания в памяти, а вычисляет её блоками. Также ускоряется фаза предварительной выборки при длинных промптах.

Этот алгоритм позволяет работать с большими значениями контекстного окна -c, когда без флага --flash-attn возникала бы ошибка нехватки памяти.

К сожалению, механизм внимания поддерживается не на всём железе. Например, для бекэнда Vulkan, установленного для Intel Iris Xe, поддержка может быть частичной или отсутствовать. При этом для CUDA механизм внимания работает стабильно.

Параметр (флаг) --mlock указывает операционной системе заблокировать память, выделенную под модель, запрещая её выгрузку в файл подкачки (swap или pagefile).

По умолчанию флаг --mlock отключён. При этом Windows может в любой момент вытеснить часть модели из RAM на диск, и при следующем обращении к этим данным возникнет задержка на чтение с диска.

При включённом --mlock вся модель гарантированно остаётся в оперативной памяти на протяжении всей работы, что обеспечивает стабильную и предсказуемую скорость генерации без случайных просадок. Но если оперативной памяти не хватает, llama.cpp не запустится с ошибкой.

Использование флага --mlock на Windows требует запуска от имени администратора. Его имеет смысл включать на системах с достаточным объёмом RAM, когда стабильность скорости важнее гибкости управления памятью.

Параметр --numa включает оптимизацию для систем с архитектурой NUMA (Non-Uniform Memory Access). Это многопроцессорные конфигурации, где каждый процессор имеет собственный банк памяти, доступ к которому быстрее, чем к памяти соседнего процессора. По умолчанию этот параметр отключен. Принимает одно из трёх значений:

--numa distribute — потоки равномерно распределяются по всем NUMA-узлам;
--numa isolate — процесс изолируется на одном NUMA-узле;
--numa numactl — для управления используется внешняя утилита numactl

Параметр --numa актуален для серверных конфигураций с двумя и более физическими процессорами, где без NUMA-оптимизации потоки могут активно обращаться к «чужой» памяти, что заметно снижает производительность. На десктопах и ноутбуках включение параметра --numa не даст прироста, а в редких случаях может даже замедлить работу из-за накладных расходов на управление распределением.

Описание этих и других параметров вы найдете в репозитории llama.cpp/tools/cli. Также можно запустить встроенную справку при помощи следующей команды:

llama-cli.exe --help

Установка сервера llama.cpp в Debian

В продакшене llama.cpp обычно разворачивают на Linux, например, с ОС Debian или Ubuntu. Я устанавливал подобные серверы для системы автоматической расшифровки и составления аналитических отчетов по записи звука или видео совещаний, конференций и встреч.

Здесь я расскажу про установку llama.cpp в Debian 12. Хотя для установки вы сможете воспользоваться готовыми скриптами из моего репозитория, вам могут пригодиться навыки системного администрирования Debian.

Прежде всего, обновите ОС и установите утилиту git:

sudo apt update && sudo apt upgrade -y
sudo apt install git -y

Для удобства и совместимости с Ubuntu я создал пользователя ubuntu и добавил его в группу sudo:

sudo adduser ubuntu 
sudo usermod -aG sudo ubuntu

Также необходимо добавить такие пути в ~/.bashrc:

echo 'export PATH=/usr/local/cuda/bin${PATH:+:${PATH}} ' >> ~/.bashrc

echo 'export LD_LIBRARY_PATH=/usr/local/cuda/lib64${LD_LIBRARY_PATH:+:${LD_LIBRARY_PATH}} ' >> ~/.bashrc
source ~/.bashrc

Установка драйвера NVIDIA

Здесь я описал установку драйвера в облачное ядро, так как была использована арендованная виртуальная машина, оборудованная видеокартой с GPU.

Для установки проприетарного драйвера NVIDIA на Debian 12 включите необходимые репозитории (contrib, non-free и non-free-firmware):

sudo nano /etc/apt/sources.list.d/debian.sources

Должно получиться так:

cat /etc/apt/sources.list.d/debian.sources
Types: deb deb-src
URIs: mirror+file:///etc/apt/mirrors/debian.list
Suites: bookworm bookworm-updates bookworm-backports
Components: main contrib non-free non-free-firmware
Signed-By: /usr/share/keyrings/debian-archive-keyring.gpg

Types: deb deb-src
URIs: mirror+file:///etc/apt/mirrors/debian-security.list
Suites: bookworm-security
Components: main contrib non-free non-free-firmware
Signed-By: /usr/share/keyrings/debian-archive-keyring.gpg

Обновите списки пакетов:

sudo apt update && sudo apt upgrade -y

Установите заголовки для cloud-ядра и необходимые пакеты:

sudo apt install -y linux-headers-cloud-amd64 dkms firmware-misc-nonfree

Если была предыдущая неудачная установка драйвера, полностью удалите старые остатки NVIDIA:

sudo apt purge -y '^nvidia-.*' '^libnvidia-.*' nvidia-driver nvidia-smi
sudo apt autoremove -y
sudo rm -rf /etc/modprobe.d/nvidia*

Затем установите драйвер NVIDIA из репозиториев Debian и перезагрузите сервер:

sudo apt install -y nvidia-driver nvidia-smi
sudo reboot

После перезагрузки запустите утилиту nvidia-smi:

nvidia-smi

Если все было установлено правильно, она покажет информацию о карте GPU, подключенной к серверу (рис. 6).

Рис. 6. Информация о карте GPU на сервере

Загрузка моделей

Перед установкой и запуском сервера llama.cpp нужно загрузить модель. Я использовал модель Qwen2.5-14B-Instruct-Q6_K.gguf, доступную на этой странице.

Для загрузки модели установите в виртуальном окружении утилиты командной строки пакета huggingface_hub:

sudo su - ubuntu
sudo apt install -y python3-venv
python3 -m venv venv
source venv/bin/activate
pip install --upgrade pip
pip install -U "huggingface_hub[cli]"

Далее создайте каталог для моделей:

mkdir -p ~/models
cd /home/ubuntu/models/

Загрузите в этот каталог файл модели Qwen2.5-14B-Instruct-Q6_K.gguf:

export PATH="$HOME/.local/bin:$PATH"
hf download bartowski/Qwen2.5-14B-Instruct-GGUF —-include "Qwen2.5-14B-Instruct-Q6_K.gguf" --local-dir ./

Выйдите из виртуального окружения:

deactivate

Аналогичным образом можно загрузить и другие модели, например:

hf download bartowski/Qwen2.5-14B-Instruct-GGUF --include "Qwen2.5-14B-Instruct-Q4_K_M.gguf" --local-dir ./

hf download bartowski/Qwen2.5-14B-Instruct-GGUF --include "Qwen2.5-14B-Instruct-f16.gguf" --local-dir ./

hf download bartowski/Qwen2.5-14B-Instruct-GGUF --include "Qwen2.5-14B-Instruct-Q8_0.gguf" --local-dir ./

Запуск установки llama.cpp

Все файлы и скрипты, необходимые для установки сервера llama.cpp, доступны в моём репозитории на GitHub. Для запуска установки склонируйте репозиторий пользователем ubuntu:

sudo su — ubuntu
cd
git clone https://github.com/AlexandreFrolov/securemeet-ru-public.git

После клонирования запустите скрипт полной установки llama.cpp:

cd securemeet-ru-public
chmod +x full-install-debian.sh
./full-install-debian.sh

В процессе довольно длительной работы этот скрипт будет запускать другие необходимые скрипты, загруженные из репозитория.

После завершения установки проверьте версию nvcc:

nvcc --version
nvcc: NVIDIA (R) Cuda compiler driver
Copyright (c) 2005-2023 NVIDIA Corporation
Built on Wed_Nov_22_10:17:15_PST_2023
Cuda compilation tools, release 12.3, V12.3.107
Build cuda_12.3.r12.3/compiler.33567101_0

Тестовый запуск сервера llama.cpp

Для тестового запуска сервера llama.cpp используйте такую команду:

Команда

/home/ubuntu/llama.cpp/build/bin/llama-server -m /home/ubuntu/models/Qwen2.5-14B-Instruct-Q6_K.gguf -c 16384 --temp 0.1 --repeat-penalty 1.1 -e --host 127.0.0.1 --port 8080 -ngl 99 > llama_server.log 2>&1 &

Подождите, пока загрузится модель, отслеживая процесс по журналу:

tail -f llama_server.log

Далее вызовите API модели и убедитесь, что сервер возвратил {"status":"ok"}:

curl http://127.0.0.1:8080/health
{"status":"ok"}

Если это так, установка прошла успешно. Для остановки сервера используйте команду:

pkill -f llama-server

Запуск в командной строке

Вы также можете запустить сервер в командной строке, аналогично тому, как мы это делали для Microsoft Windows. Для этого сначала установите утилиту llama-cli:

cd ~/llama.cpp
cmake --build build --target llama-cli -- -j$(nproc)

После этого введите в консоли команду:

/home/ubuntu/llama.cpp/build/bin/llama-cli \
-m /home/ubuntu/models/Qwen2.5-14B-Instruct-Q6_K.gguf \
--temp 0.2 \
-n 8000 \
--ctx-size 16384 \
--repeat-penalty 1.1

Вы увидите в консоли уже знакомое вам приглашение llama.cpp (рис. 7).

Рис. 7. Приглашение llama.cpp в консоли

Убедитесь, что модель отвечает на ваши запросы.

Запуск сервера через Unit-файл

Чтобы сервер llama.cpp запускался автоматически при загрузке ОС, я подготовил Unit-файл llama-server.service, который есть в репозитории.

Особенность этого файла — запуск через обёртку llama-server-wrapper.sh:

ExecStart=/usr/local/bin/llama-server-wrapper.sh

Файл обёртки определяет тип GPU, установленного в сервере, и настраивает параметры запуска llama.cpp соответствующим образом.

Если вы ранее запустили llama.cpp в консоли, завершите его работу с помощью комбинации клавиш Ctrl+C.

Далее для запуска сервера используйте такую команду:

sudo systemctl start llama-server.service

Проверить доступность сервера можно с помощью команды:

curl http://127.0.0.1:8080/health

Если модель еще не загрузилась, вы увидите сообщение:

{"error":{"message":"Loading model","type":"unavailable_error","code":503}}

После загрузки сообщение будет такое:

{"status":"ok"}

Программа correct_report

В качестве примера применения сервера llama.cpp я приведу коды программы correct_report.py, предназначенной для проверки и исправления орфографии, синтаксиса и пунктуации в файле аналитического отчета, полученного в результате расшифровки аудио- и видеозаписей совещаний и конференций.

Если качество аудио- или видео материала не очень высокое, могут возникать ошибки на этапе распознавания речи. Программа correct_report.py исправляет такие ошибки.

Исходные файлы этой программы и файлов контейнера Docker вы можете загрузить из моего репозитория, выполнив эту команду в домашнем каталоге пользователя ubuntu:

git clone https://github.com/AlexandreFrolov/spelling-securemeet-ru-public

Программа отправляет текст отчёта на локальный llama-server через API и сохраняет исправленный результат.

При запуске программа проверяет доступность сервера llama‑server, вызывая функцию check_server_available.

Если сервер доступен и исходный файл существует, для выполнения коррекции вызывается функция correct_in_chunks. Она разбивает длинный текст на части (по размеру или заголовкам) и обрабатывает каждую часть.

Непосредственно исправление текста выполняет функция correct_text:

def correct_text(text, use_quick=False):
    prompt = QUICK_CORRECTION_PROMPT if use_quick else CORRECTION_SYSTEM_PROMPT
    try:
        payload = {
            "model": MODEL_NAME,
            "messages": [
                {"role": "system", "content": prompt},
                {"role": "user", "content": f"Исправь ошибки:\n\n{text}"}
            ],
            "temperature": TEMPERATURE,
            "max_tokens": MAX_TOKENS,
            "repeat_penalty": 1.05,
            "stream": False
        }
        log_info(f"Отправка на коррекцию ({len(text)} симв.)...")
        r = requests.post(f"{SERVER_URL}/v1/chat/completions", json=payload, timeout=TIMEOUT)
        r.raise_for_status()
        corrected = r.json().get("choices", [{}])[0].get("message", {}).get("content", "").strip()
        if corrected:
            log_info(f"Коррекция завершена ({len(corrected)} симв.)")
            return corrected
        log_error("Пустой ответ от LLM")
        return text
    except Exception as e:
        log_error(f"Ошибка коррекции: {e}")
        return text

Эта функция вызывает эндпоинт "{SERVER_URL}/v1/chat/completions API сервера llama.cpp, передавая ему промпт, определенный в переменной prompt, а также корректируемый текст.

Функция correct_in_chunks возвращает исправленный текст, который записывается в выходной файл.

Установка Docker на сервер Debian

Программа коррекции correct_report.py работает в контейнере Docker. Установку Docker в Debian можно выполнить следующей последовательностью команд:

sudo apt install ca-certificates curl
sudo install -m 0755 -d /etc/apt/keyrings
sudo curl -fsSL https://download.docker.com/linux/debian/gpg -o /etc/apt/keyrings/docker.asc
sudo chmod a+r /etc/apt/keyrings/docker.asc

echo \
  "deb [arch=$(dpkg --print-architecture) signed-by=/etc/apt/keyrings/docker.asc] https://download.docker.com/linux/debian \
  $(. /etc/os-release && echo "$VERSION_CODENAME") stable" | \
  sudo tee /etc/apt/sources.list.d/docker.list > /dev/null
sudo apt update
sudo apt install docker-ce docker-ce-cli containerd.io docker-buildx-plugin docker-compose-plugin
sudo systemctl start docker
sudo systemctl enable docker
sudo systemctl status docker

После установки проверьте версию Docker и добавьте пользователя в группу docker:

docker --version
Docker version 29.3.1, build c2be9cc

sudo usermod -aG docker $USER
newgrp docker

После завершения установки проверьте работу Docker:

docker run hello-world

Эта команда должна вывести на консоль приглашение, содержащее строку «Hello from Docker!».

Установка NVIDIA Container Toolkit

Чтобы программы, запущенные в Docker, могли работать с GPU, установите NVIDIA Container Toolkit:

sudo apt update
sudo apt install -y curl apt-transport-https ca-certificates gnupg
curl -fsSL https://nvidia.github.io/libnvidia-container/gpgkey | sudo gpg --dearmor -o /usr/share/keyrings/nvidia-container-toolkit-keyring.gpg

curl -s -L https://nvidia.github.io/libnvidia-container/stable/deb/nvidia-container-toolkit.list | \
  sed 's#deb https://#deb [signed-by=/usr/share/keyrings/nvidia-container-toolkit-keyring.gpg] https://#g' | \
  sudo tee /etc/apt/sources.list.d/nvidia-container-toolkit.list

sudo apt update
sudo apt install -y nvidia-container-toolkit
sudo nvidia-ctk runtime configure --runtime=docker
sudo systemctl restart docker

Проверьте работу утилиты nvidia-smi в контейнере:

docker run --rm --gpus all nvidia/cuda:12.3.1-base-ubuntu22.04 nvidia-smi

Если все сделано правильно, вы увидите на консоли уже знакомую вам информацию о GPU, полученную с помощью утилиты nvidia-smi. Только теперь эта утилита работает в контейнере Docker (рис. 8).

Рис. 8. Запуск утилиты nvidia-smi в контейнере Docker

Запуск программы коррекции

Для запуска и проверки работы программы коррекции я подготовил скрипт test_corrector.sh.

Перед его запуском создайте каталоги для исходного файла и файла с результатами коррекции:

mkdir -p /home/ubuntu/input
mkdir -p /home/ubuntu/output

Разрешите исполнение скрипта run_corrector.sh:

cd spelling-securemeet-ru-public
sudo chmod +x test_corrector.sh

После этого запустите тестовый скрипт коррекции:

./test_corrector.sh

Вы увидите на консоли строки исходного текстового файла, а также строки с исправлениями (рис. 9).

Рис. 9. Результат исправления

На базе исходных текстов программы коррекции вы можете делать свои собственные программы, выполняющие коррекцию текстов или другие необходимые вам функции.

Программа correct_report.py используется на последнем шаге пайплайна моей системы для автоматической расшифровки и аналитики аудио- и видео записей совещаний с развертыванием на серверах заказчика.

Что дальше

Надеюсь, вам понравились эксперименты с llama.cpp в домашних условиях. А может быть, вы настроили эту нейросеть на сервере в своей компании для создания собственных нейросетевых сервисов.

Помимо корректора текста, вы можете реализовывать на своём оборудовании и другие функции, используя различные промпты. Это может быть, например, проверка кода, поиск рецептов для кухни, придумывание сказок для детей, решение задач системного администрирования и так далее. И всё это на ваших ресурсах, без дополнительной оплаты и блокировок.

Локальные серверы используются в нейросетевых агентах. Агенты на базе локальных LLM могут автоматизировать обработку документов, управлять инструментами, участвовать в многопользовательских чатах, выполнять роль персональных ассистентов с полным контролем над данными. Благодаря возможности работы без интернета такие решения востребованы в корпоративной среде, разработке ПО и исследованиях, где важны конфиденциальность, предсказуемость и гибкость настройки.

Напишите, насколько вам интересна тема применения готовых нейросетевых агентов и способы создания собственных агентов, работающих с llama.cpp.

Автор @AlexandreFrolov

НЛО прилетело и оставило здесь промокод для читателей нашего блога:
-15% на заказ любого VDS (кроме тарифа Прогрев) — HABRFIRSTVDS.

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3 апр. 2026 г.

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30.07.26 00:04 Ahmed

A really cool analysis, thank you. I was especially struck by how strictly the order is defined: data processing and formatting come first, with color only at the very end. This really saves you from the typical mistake of "first a pretty palette, then we figure out what the chart is for." And the palette validator with OKLCH + colorblindness check is absolutely fantastic; you almost never see that in regular tools. By the way, while reading about rank-trajectory and the logarithmic scale, I immediately remembered how convenient it is to analyze dynamics on charts in ExpertOption—I've been trading there for quite some time now. When the data is well visualized, decisions are noticeably easier and more relaxed. I also liked the point about "no more than eight colors" and the dual-axis ban. Strict restrictions sometimes actually produce better results than complete freedom. I'll try this approach myself.
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04.08.26 11:05 Kisnoles

Excellent analysis, thank you. I was particularly struck by how rigidly the skill sets the order: data processing and form come first, with color coming last. This really cures the habit of "first a pretty palette, then we'll figure it out." A palette validator using OKLCH + color blindness + WCAG is something most chart generators lack. And regarding the boundaries of competence, it's very clear. Where there's a self-checking loop (color), you delegate freely. Where there's a heuristic (form, data interpretation), you remain the final filter. This is a universal principle, not just for /dataviz. By the way, when you look at trading dashboards (including those of decent platforms like ExpertOption), it's immediately clear who thought about readability and who just threw in rainbow lines. Tools like this skill could greatly improve the quality of analytics. Thanks again for the detailed analysis – saved.
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19.08.26 14:50 BAYER7043

My account was locked, and I couldn’t access my own information until [email protected] +447476618364 whats?up? helped me recover it. This lady hacker was kind and professional, but this experience showed me how risky account lockouts can be. If you’re facing the same problem, do not panic consult her A. S. A. P. Be careful with recovery agents outchea, and research their name, business, and reviews before sharing any details. Never send passwords, security codes, banking information, or copies of your ID unless you’ve confirmed who you’re dealing with. Be wary of promises that sound too good to be true, especially claims that require little information or guarantee instant access with outrageous fees.
20.08.26 11:32 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR WhatsApp Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
20.08.26 11:32 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR WhatsApp Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
23.08.26 20:02 leslieyee

Excellent analysis by /dataviz! I was particularly struck by how strictly the order is defined: "data meaning first, color last" and how the validator actually adjusts the palette according to OKLCH, color blindness, and WCAG standards. These rules greatly improve the quality of charts. By the way, a similar approach to clean and legible charts is highly valued in trading—for example, on the ExpertOption platform, the interface and price visualization are designed to ensure information is read instantly and without unnecessary noise.
25.08.26 13:44 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
25.08.26 13:44 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
30.08.26 15:37 [email protected]

Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.
30.08.26 15:37 [email protected]

Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.
01.09.26 11:16 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
01.09.26 11:16 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
01.09.26 17:34 Garry42

Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.
01.09.26 17:34 Garry42

Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.
02.09.26 03:43 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
02.09.26 03:43 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
04.09.26 21:51 Kovengray

Recovering your lost investment funds as the case might be, is not what you can do alone, you’d require the service of a trained recovery specialist. A recovery specialist is a person or a group of people who are well equipped to work around the brokerage network. They have vast knowledge about the whole network and have the right software and private keys to follow any transaction. I was ripped off trading online to an investment broker, good thing I got every penny back through the help of Gavin ray he’s a genius Contact : Gavinray78 at gmail com or WhatsApp +1 352 322 2096 It is also important to be patient and really calm during the process.
05.09.26 21:38 [email protected]

I invested 45,000 Euro, and later aggreviated to 198,000 Euro. I requested to place ‎Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@ gmail . com
09.09.26 21:31 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
09.09.26 21:31 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
09.09.26 23:22 Fraddy Pual

Hearing that these individuals are focusing on other people makes me very sad. I had a similar situation with them and lost a lot of money, but after learning about (Cruxcipherteam @ proton DoT me), whataqq:+168160-15021, telegram: @Cruxcipherteam I was able to get my money back. It's critical that we all be watchful and keep reporting these occurrences.
11.09.26 03:23 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
11.09.26 03:23 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
15.09.26 03:35 elioduncan

I fell victim to a freelance web development contract scam that ultimately cost me CAD 4,000. It all started when I came across a job posting on Indeed Canada, a popular online job portal. The position seemed perfect: a freelance web developer role for an established company looking for someone to design and build a fully functional e-commerce website. The job promised a high payment of CAD 20,000 upon successful completion, which sounded like a great opportunity for me to gain experience and earn decent pay.The employer, who introduced himself as a project manager from a "well-known" tech company, was very persuasive and professional in our initial communication. He explained that the project involved developing a user-friendly, responsive online store for their client and that they had a strict timeline to meet. He assured me that the payment would be made promptly after completing the tasks. However, before starting the work, he told me that I would need to pay an upfront fee of CAD 4,000 to cover certain software tools and licensing fees required for the project. This was supposedly a part of their company policy for freelance contractors, ensuring access to their premium resources. The idea of working on a professional project, coupled with the promise of a substantial payout, convinced me to pay the upfront fee.As soon as I made the payment, the project manager became increasingly difficult to reach. He initially responded to my emails and provided some vague instructions on what the project would entail, but as time went on, communication slowed to a complete halt. I never received the required tools or any proper project details. My emails went unanswered, and any attempts to contact the company were met with silence. After waiting for weeks, I realized that I had been scammed.Desperate to recover my money, I turned to TechY Force Cyber Retrieval, a service that specializes in helping victims of online scams. They helped me track the payment and took legal steps to pursue the fraudsters. Through their guidance, I was able to recover the full CAD 4,000. TechY Force Cyber Retrieval worked with my bank to reverse the transaction and liaised with the authorities to trace the scammer's details.This was a hard lesson, and I now know to be highly cautious about online job offers that require upfront payments. It is crucial to research companies thoroughly and avoid any job that seems too good to be true, especially when it involves paying money upfront. WhatsApp https://wa.link/2x6ktp Mail. [email protected]
15.09.26 15:45 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.09.26 15:45 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
05.10.26 21:26 [email protected]

I Invested 45,000 Euro, and later aggreviated to 198,000 Euro. I requested to place Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@ gmail . com
06.10.26 06:13 melissathomason573

Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
06.10.26 06:13 melissathomason573

Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
06.10.26 17:44 Darrell1717

I fell victim of a scam I invested to total of 5thousand into. I know it could be risky but after I trusted this man I was dating online he lured me into investing with him. I know hard I worked of my money so I wanted every way possible to get it back. I really appreciate Blockrecoveryexpert for successfully recovered my funds form this scammer. This is all I can say. You can reachout if you ever need help contact blockrecoveryexpert (at) gmail (dot)com
11.10.26 03:04 Patricia014

Most recovery companies will take your money again. I personally think they’re the same set of people running all of them. It’s a sad, unending cycle, and so many people fall for cloned websites. The only recovery agent I know is Agent Rottgen Raphael. I’ve visited their physical company address, and they’ll tell you if they can handle your case instead of taking upfront payment when they know they can’t help. I highly appreciate their support in recovering my money from the scammers’ wallet within 24 hours. RottgenRaphael@Gmail. com
12.10.26 19:34 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
12.10.26 19:34 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
13.10.26 14:14 lisalisa22

Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices
13.10.26 14:14 lisalisa22

Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices
17.10.26 12:58 melissathomason573

Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.10.26 12:58 melissathomason573

Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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